{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 440,
       "width": 935
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "os.chdir('./')\n",
    "\n",
    "# save all train test results\n",
    "A = np.load('./CRNN_epoch_training_losses.npy')\n",
    "B = np.load('./CRNN_epoch_training_scores.npy')\n",
    "C = np.load('./CRNN_epoch_test_loss.npy')\n",
    "D = np.load('./CRNN_epoch_test_score.npy')\n",
    "\n",
    "epochs = len(A)\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(16, 7))\n",
    "plt.subplot(121)\n",
    "plt.plot(np.arange(1, epochs + 1), A[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), C)         # test loss (on epoch end)\n",
    "plt.title(\"model loss\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('loss')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "# 2nd figure\n",
    "plt.subplot(122)\n",
    "plt.plot(np.arange(1, epochs + 1), B[:, -1])  # train loss (on epoch end)\n",
    "plt.plot(np.arange(1, epochs + 1), D)         # test loss (on epoch end)\n",
    "# plt.plot(histories.losses_val)\n",
    "plt.title(\"CRNN scores\")\n",
    "plt.xlabel('epochs')\n",
    "plt.ylabel('accuracy')\n",
    "plt.legend(['train', 'test'], loc=\"upper left\")\n",
    "save_file = \"./fig_UCF101_CRNN.png\"\n",
    "plt.savefig(save_file, dpi=600)\n",
    "# plt.close(fig)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best epoch: 25, validation accuracy: 54.62%\n"
     ]
    }
   ],
   "source": [
    "best_epoch = np.where(D==np.max(D))[0].item()\n",
    "print('Best epoch: {}, validation accuracy: {:.2f}%'.format(best_epoch, 100 * np.max(D)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
